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af3parallel

PyPI·Infrastructure

af3parallel is an open-source CLI toolkit designed for large-scale AlphaFold 3 inference on multi-GPU systems. It provides profile-driven scheduling and integrates with bioinformatics workflows, enabling researchers to efficiently process protein structure predictions.

Open SourceMIT
CLI
A
Visit PyPI↗
⭐1
star
✓5
features
📅2026
since

Overview

5 features

In the Data science & ML workbench space, af3parallel takes a focused approach. It focuses on scaling AlphaFold 3 protein structure inference efficiently across multiple GPUs. It is built as an open-source project for bioinformatics researchers. af3parallel is open source under the MIT license. The product ships for the command line.

af3parallel first shipped in 2026. Development happens publicly on GitHub with 3 commits in the last 90 days. Key capabilities include multi-GPU support, alphaFold 3 inference, and profile-driven scheduling.

  • ✓Multi-GPU support
  • ✓AlphaFold 3 inference
  • ✓Profile-driven scheduling
  • ✓Bioinformatics toolkit
  • ✓Singularity integration

Tags

alphafold3multi-gpuprotein-structurebioinformatics-toolkit

AI capabilities

StructuredInference: LocalWeights: Open

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub · ★ 1✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJun 30, 3:19 AM

    af3parallel verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about af3parallel

What does af3parallel do?
Af3parallel focuses on scaling AlphaFold 3 protein structure inference efficiently across multiple GPUs. It is catalogued under Data science & ML workbench on PulseGate.
Who is af3parallel for?
af3parallel is an open-source project built for bioinformatics researchers.
Is af3parallel free?
Yes — af3parallel is open source under the MIT license and free to use.
What platforms does af3parallel run on?
af3parallel runs on the command line.
Is af3parallel still maintained?
PulseGate's liveness checks currently classify af3parallel as active. The GitHub repository shows 3 commits in the last 90 days.
What are alternatives to af3parallel?
Similar tools tracked by PulseGate include alpha-forge-launcher, alpha-forge-mcp, and atfield.alpha-forge-launcheralpha-forge-mcpatfield
When did af3parallel launch?
af3parallel first shipped in 2026.
Is af3parallel open source?
Yes — af3parallel is open source under the MIT license, developed on GitHub.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 1
License
MIT
First seen
Jun 30, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
bioinformatics researchers
Model
Open source
Solves
Scaling AlphaFold 3 protein structure inference efficiently across multiple GPUs.

Developer

Xindongxu
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
1
🍴 Forks
0
Open issues
0
Last commit
2mo ago
Commits 90d
3
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Confidence
Low · 64
Indexed
Jun 30, 2026
Lifecycle
Alive
Activity
Active
First seen
Jun 2026
Last seen
4w ago
Identity audit (9)
Entity ID
cmr02w6jn036rd5mbndtyo0tt
Slug
af3parallel-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 30, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jun 30, 2026
Canonical URL
https://pypi.org/project/af3parallel

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